Study on the detection method of biological characteristics of hepatoma cells based on terahertz time-domain spectroscopy

被引:2
|
作者
Guan, Hanxiao [1 ]
Qiu, Weihang [2 ]
Liu, Heng [1 ]
Cao, Yuqi [1 ]
Tian, Liangfei [2 ]
Huang, Pingjie [1 ]
Hou, Dibo [1 ]
Zhang, Guangxin [1 ]
机构
[1] Zhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310000, Peoples R China
[2] Zhejiang Univ, Coll Biomed Engn & Instrument Sci, Hangzhou 310000, Peoples R China
基金
中国国家自然科学基金;
关键词
CIRCULATING TUMOR-CELLS; CANCER-CELLS; DIAGNOSIS; BLOOD;
D O I
10.1364/BOE.495600
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Liver cancer usually has a high degree of malignancy and its early symptoms are hidden, therefore, it is of significant research value to develop early-stage detection methods of liver cancer for pathological screening. In this paper, a biometric detection method for living human hepatocytes based on terahertz time-domain spectroscopy was proposed. The difference in terahertz response between normal and cancer cells was analyzed, including five characteristic parameters in the response, namely refractive index, absorption coefficient, dielectric constant, dielectric loss and dielectric loss tangent. Based on class separability and variable correlation, absorption coefficient and dielectric loss were selected to better characterize cellular properties. Maximum information coefficient and principal component analysis were employed for feature extraction, and a cell classification model of support vector machine was constructed. The results showed that the algorithm based on parameter feature fusion can achieve an accuracy of 91.6% for human hepatoma cell lines and one normal cell line. This work provides a promising solution for the qualitative evaluation of living cells in liquid environment.(c) 2023 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement
引用
收藏
页码:5781 / 5794
页数:14
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